{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "#  Mplfinance Styles\n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "### mplfinance styles are used to customize:\n",
    "- candle colors\n",
    "- moving average colors\n",
    "- background, grid, and figure colors\n",
    "- grid style\n",
    "- y-axis on the right or left\n",
    "- matplotlib defaults\n",
    "  \n",
    "#### The simplest way to do this is to choose one of the `styles` that come packaged with `mplfinance`\n",
    "#### but, as we see below, it is also possible to customize your own `mplfinance styles`.\n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# This allows multiple outputs from a single jupyter notebook cell:\n",
    "from IPython.core.interactiveshell import InteractiveShell\n",
    "InteractiveShell.ast_node_interactivity = \"all\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Read in daily data for the S&P 500 from November of 2019 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(20, 5)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Volume</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2019-11-01</th>\n",
       "      <td>3050.72</td>\n",
       "      <td>3066.95</td>\n",
       "      <td>3050.72</td>\n",
       "      <td>3066.91</td>\n",
       "      <td>510301237</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-11-04</th>\n",
       "      <td>3078.96</td>\n",
       "      <td>3085.20</td>\n",
       "      <td>3074.87</td>\n",
       "      <td>3078.27</td>\n",
       "      <td>524848878</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               Open     High      Low    Close     Volume\n",
       "Date                                                     \n",
       "2019-11-01  3050.72  3066.95  3050.72  3066.91  510301237\n",
       "2019-11-04  3078.96  3085.20  3074.87  3078.27  524848878"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Volume</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2019-11-27</th>\n",
       "      <td>3145.49</td>\n",
       "      <td>3154.26</td>\n",
       "      <td>3143.41</td>\n",
       "      <td>3153.63</td>\n",
       "      <td>421853938</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-11-29</th>\n",
       "      <td>3147.18</td>\n",
       "      <td>3150.30</td>\n",
       "      <td>3139.34</td>\n",
       "      <td>3140.98</td>\n",
       "      <td>286602291</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               Open     High      Low    Close     Volume\n",
       "Date                                                     \n",
       "2019-11-27  3145.49  3154.26  3143.41  3153.63  421853938\n",
       "2019-11-29  3147.18  3150.30  3139.34  3140.98  286602291"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "daily = pd.read_csv('data/SP500_NOV2019_Hist.csv',index_col=0,parse_dates=True)\n",
    "daily.index.name = 'Date'\n",
    "daily.shape\n",
    "daily.head(2)\n",
    "daily.tail(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'0.12.5a0'"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import mplfinance as mpf\n",
    "mpf.__version__"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "#### Use `mpf.available_styles()` to see which mpf styles are currently installed:\n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['binance',\n",
       " 'blueskies',\n",
       " 'brasil',\n",
       " 'charles',\n",
       " 'checkers',\n",
       " 'classic',\n",
       " 'default',\n",
       " 'mike',\n",
       " 'nightclouds',\n",
       " 'sas',\n",
       " 'starsandstripes',\n",
       " 'yahoo']"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mpf.available_styles()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "- Use the `style=` kwarg to display the plot with one of the available styles.\n",
    "- **Here are a few examples:**\n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# First we set the kwargs that we will use for all of these examples:\n",
    "kwargs = dict(type='candle',mav=(2,4,6),volume=True,figratio=(11,8),figscale=0.85)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 672.031x488.75 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(daily,**kwargs,style='classic')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 672.031x488.75 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(daily,**kwargs,style='charles')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 672.031x488.75 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "rcdf = mpf.plot(daily,**kwargs,style='mike')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 672.031x488.75 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(daily,**kwargs,style='blueskies')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 672.031x488.75 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(daily,**kwargs,style='starsandstripes')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 672.031x488.75 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(daily,**kwargs,style='brasil')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 672.031x488.75 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(daily,**kwargs,style='yahoo')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "## -----------------------------------------------------------\n",
    "## Customizing your own \"mplfinance style\"\n",
    "## -----------------------------------------------------------\n",
    "\n",
    "---\n",
    "\n",
    "### Each `mplfinance` style is made up of **THREE** parts.<br><br>The first part is mandatory, the second two are optional:<br>\n",
    "\n",
    "---\n",
    "\n",
    "|     | Element | Optional/Mandatory | Description |\n",
    "|:---:| :------------ | :----------------- | :---------- |\n",
    "| **1.** | `marketcolors` | **mandatory** | controls the up/down colors of candlesticks, ohlc bars, and volume.|\n",
    "| **2.** | `mavcolors` | optional | sets the colors of moving average lines.  If `mavcolors` is not specified, then the default `matplotlib` line colors are used (as specified by `rcParams['axes.prop_cycle']`) |\n",
    "| **3.** | matplotlib style | optional | ([see matplotlib documentation](https://matplotlib.org/tutorials/introductory/customizing.html)) |\n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "- Thus we can create a minimal **mplfinance style** by specifying only `marketcolors`:\n",
    "\n",
    "\n",
    "- Any marketcolors not specified explicitly, will be taken from **mpf style** ` \"default\" `\n",
    "  - notice in the _example below,_ we only specify colors `g` and `r` for the up and down candle colors.\n",
    "  - other parts of `marketcolors` that were _not_ specified (i.e. volume, candle edges, candle wicks) take their colors from style \"default\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "mc = mpf.make_marketcolors(up='g',down='r')\n",
    "s  = mpf.make_mpf_style(marketcolors=mc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 672.031x488.75 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(daily,**kwargs,style=s)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "- within `marketcolors` one can also specify colors for the `edges` and `wicks` of candlesticks.\n",
    "\n",
    "\n",
    "- `ohlc` bars, and `volume` can also be specified separately from candlesticks:\n",
    "\n",
    "for example:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 672.031x488.75 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 672.031x488.75 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mc = mpf.make_marketcolors(up='g',down='r',\n",
    "                           edge='lime',\n",
    "                           wick={'up':'blue','down':'orange'},\n",
    "                           volume='gray',\n",
    "                           ohlc='black')\n",
    "s  = mpf.make_mpf_style(marketcolors=mc)\n",
    "\n",
    "mpf.plot(daily,**kwargs,style=s)\n",
    "\n",
    "ohlckws = kwargs.copy()\n",
    "ohlckws.update(type='ohlc')\n",
    "\n",
    "mpf.plot(daily,**ohlckws,style=s)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "---\n",
    "\n",
    "- Each of the keywords `edge`, `wick`, `ohlc`, and `volume` can have the following values:<br>\n",
    "  **1.** Any single matplotlib color<br>\n",
    "  **2.** A dict specifying separate colors for `'up'` and a `'down'`<br>\n",
    "  **3.** The str `'inherit'` (or any part thereof: `'i'`, `'in'`, `'inh'`, etc.) indicating that the keyword (`edge`, `wick`, `ohlc`, `volume`) should use the same colors as were specified by the keywords `up` and `down`.<br>\n",
    "\n",
    "  \n",
    "- Thus:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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LsLvsfLHvC+YmzsXqsALQt2nfWr9OfZBARQghxA3vt+TTLI8/hU4Hb9/TGXdDLWVGuBxa8mzhGQjpDIOm1U6756iqyroT6/jXjn9xquAUAJGBkbx000tEN46u1WvVFwlUhBBC3NBsDoVXV2hDPo/0ak63cP/aa3zdZEjZCiZfLS/F3VxrTe85s4d3tr9DXEYcAMEewfw55s/c1eou9LrrJwVVAhUhhBA3tE9/PsXxM4WE+Jr5y8CI2mt43/ew+SPt++H/hoCKh5OqIrMwkw/iP+Dbw9+iomI2mBnXaRyPRj6Kp7tnrVyjIZFARQghxA0rM92NzzamAzBleCQ+ZvfaafjsUa1EPkCvZ6DjsBo3aXPaWLBnAZ/s/oQiZxEAQ1sNZWL0REK8QmrcfkMlgYoQQtSzQ4WF5LtcVTrHx2Cgref199fz1aQosOobf1yKysDIxgyMrKUPe4cNlj4CxbkQ1gPunFKj5lRVZdXRVcyIn0G6VQuqooKiePmml4kKKrt68/VGAhUhhKhHhwoLabdtW7XOPdijhwQrNbBju5nUFBNeJj1ThnWqvYZ/fAXSE8EjAEbNB0P179LsytrF9O3TScxKBCDEK4Tno59ncMvBtVvjpQGTQEUIIerR+TspfgYDbpX84HGqKjkuV5XvwogL8vJ0rFujBXl/HNiMEEstJbkmLoW4+YAO7v0YLGHVaibdms6MuBmsPLoSAA83D8Z3Gs/YyLGY3WovIfdaIIGKEEI0AG46He76Ss7UUJS67cwN4IfvvSgu1tMkrJh7ewbXTqOZ++G7P2vf9/srtImtchOFjkLm75nPf3f/F5vLhg4dw1oP47no5wj2rKV+XmMkUBFCCHFD2bfPnb17jej1KoNH5GDQ18IQSnGBlpfiKISWt8Jtr1TpdEVV+O7wd3wQ/wGZRZkARAdH81KPl4gMjKx5/65hEqgIIYS4YRQXw/ffaUM+N/cpIjjEUfNGVRW+fx5OHwDvELh3HugNlT59Z+ZOpm2bxp4zewBo6t2UF7u/SGx47A2Th3I5EqgIIYS4Yaxb50lenoGAABe39S+kVrJ84v4LSUtBZ9CSZ70rN0STYc1gRvyMksUDvdy9mBA1gTEdxmAymGqjZ9cFCVSEEELcEE6eNLB1ixYADBtmxd2dmgcqqQmw6mXt+zteh+Y3X/EUu8vOZ3s/Y27iXIqcRejQMbLtSJ7t9iyNPBrVtEfXHQlUhBCiFqSlpTFnzhyefPLJqq2qK64Klwu++doLVdXRpWsxrds4qXFKclEOLBsLrmJoNxhufu6yh6uqyoaTG5i+fTop+SkAdAnqwqQek4hsdGPnoVyOBCpCCFEL0tLSmDJlCsOGDZNApQH6/Xcz6elueHoqDB5cWPMGVRW+eQayj4FfOIycBZeZtXU09yjTtk/jt1O/ARDkEcTzMc8ztNXQ62pdnroggYoQQojr2tmzen752QOAQYMK8fJSa97o5n/D/u/BYIRRC8Cj/IUMC+wFzN41m4X7FuJUnbjp3Xik4yNMiJqAl7tXzftxA5BARQghxHVLVeG7b71wOHS0auWgazd7zRs9sRXWvaF9P/Cf0DS6zCGKqvBN8jfMjJ/JGdsZAG4Nu5W/3vRXmvs2r3kfbiASqAghRBXlqrnYKf2Bl61mlzxnqVllzjFixKKzXJX+iQsSE40kJ7vj5qYybJiVGs/2TdkGix8ExQmd7oWbHi97zaxEpm6bStLpJABa+LbgpZteom9Y3xpe/MZUr4HKrFmzmDVrFseOHQMgMjKS119/ncGDBwMwd+5cFi1aRHx8PPn5+WRnZ+Pn51dy/rFjx/jHP/7Bzz//THp6Ok2aNOGhhx7itddew2g0lhyXmJjIM888w/bt2wkKCuLZZ5/lpZdeuqrvVQhxfchVc1nsWlzm9YNqMdGT/snMA6cwp2ah14Ner6I796zXQTe3LngbPDDodSWPU/ZivE45MBgU9AY9qg44/9DrUP0N4C45DNVRWKhj1UqtZsqttxUR2KiG6bOJS+GbP2nJsyFRcPdMLo58ThedZkbcDL49/C2gTTd+KuopxnQYg3sN1vu50dVroBIWFsbUqVNp27YtqqqyYMEChg8fzs6dO4mMjKSwsJBBgwYxaNAgJk2aVOb8/fv3oygKc+bMoU2bNuzevZsnnngCq9XKu+++C0BeXh4DBgwgNjaW2bNnk5SUxGOPPYafnx8TJky42m9ZCHGNO38nxYgRPVoAkZurZ9XKJhQqes4kVnzuBo6V+/rlJqSqRh3Obl6ojeWDrqp+XOWJ1aonuLGTPn1s1W9IUWD927BxurYdMRTumQsmbwAcLgcL9y1kduJsrA4rAMNbD2dizESZblwL6jVQufvuu0ttv/XWW8yaNYstW7YQGRnJxIkTAVi/fn25558PYs5r1aoVBw4cYNasWSWBysKFC7Hb7Xz66acYjUYiIyNJSEjgvffek0BFiBtAecM0V1KZYRr9uS+XC75c4kNhofaB2L69A0XRPttURYeigEtRcSgKYWpzjKoJp6LiUhScLpWzDgebsnMxokMHoKAlVqigsynobCruWwtwtTTh6ugBBqlUWhlHDruxc6cJnU5l+PBC3Kr7aWcvhK+fhr1fa9u3/BnumFwyw2fTyU1M3z6dY3nHAOgU2IlJPScRFRRV4/cgNA0mR8XlcrFs2TKsViu9e/eudju5ubkEBASUbG/evJl+/fqVGgoaOHAg06ZNIzs7G3//spnaxcXFFBcXl2zn5eVVuz9CiPpT0TBNZYw2jK5UTslP6zw4ccIdk0lhzIMFBASWHV5QULBh4x5Df4J0QaX2xefnExMXV/7qyS4V434b7kftGI4WozvtwNbNE6ePDAVdjsMB33yrzajp0aOY8HBn9RrKS4PFD0DqTtC7a0M93cYAcDzvONO3T2fjyY0ABJoDmRgzkWGth8l041pW74FKUlISvXv3xmaz4e3tzYoVK+jYsWO12kpOTubDDz8suZsCkJ6eTsuWLUsd17hx45J95QUqb7/9NlOmTKlWH4QQDUd5wzRXoqBgP/d1JQcPuLNpkzbtdcRIa7lBypX4GLQ1YXJc5dRIPXMGNn+Hud9wGh0zYchX8NhUgC3CCM3dSs4Vpa3/xYOzZwz4+irE3lnNmilpu2DRaMhPBY8AuP8LXOG9iE/fzupjq/nq0Fc4FSduOjce6vgQT0Y9ibfRu3bfiAAaQKASERFBQkICubm5fPnll4wdO5YNGzZUOVg5deoUgwYNYtSoUTzxxBM16tOkSZN44YUXSrbz8vJo1qxZjdoUQtSf88M0tSk3R89XX2l/tffsZaNTp+otbtfW05ODPXqQX06gsi8hgYcWLGDe+PE0GdKRf/9wkB2HzhKw386ddi8sMfKX+6XS0w38+qsZgLvutmI2V6ORfd/B8gngKMTRqB1bY19mXepaftn6KmdtZ0sOu6XpLbx000u0srSqpd6L8tR7oGI0GmnTpg0AMTExbN++nZkzZzJnzpxKt5Gamkr//v25+eabmTt3bql9ISEhZGRklHrt/HZISEi57ZlMJkwmWRBKCFE+lwuWLdXyUpo0cTJoUM0qnbb19Cx/h5cWCHXw8iI6JJDbHuvFwq0nePOHvcQdyWbg+xuZdm8UAyLL/112qeu9zL+iwHdfe6MoOjp2tNOhQxWDR1WFX2dg+/n/+N3DzLqwSNa7q+RvvXCH3dfoS/9m/Rnaaii9QnvJ6sZXQb0HKpdSFKVUfsiVnDp1iv79+xMTE8P8+fPRX1LCuHfv3rz22ms4HA7c3bWs+bVr1xIREVHusI8QQlzJxnW+pJzLS7n//oLqJ2pWkU6n46FezenVKoDn/pfA3rQ8Jnwex4M9w/n70I54GC8/FJR+8jgzpl6/Zf7jt3lx8qT232XoXdYqnWstOsum755gbdZONoU3pUivB/LBoeWf3BF+B7HNY+ke0h13vczAuprqNVCZNGkSgwcPJjw8nPz8fBYtWsT69etZvXo1oOWQpKenk5ycDGj5LD4+PoSHhxMQEMCpU6e47bbbaN68Oe+++y5ZWReKLJ2/W/Lggw8yZcoUxo8fz8svv8zu3buZOXMmM2bMuPpvWAhxzft1fw5bNvkCMOKeAvwCr7y4nVLz5e9KaRPsw4pnbuZfaw4yd+MRFm09wZYjZ/hgdDc6Nb0kAbgoGw6thf0/EHVgNdkv+5C37e8Q8Kq20u91ckcgPaeYDWu09z5gQBG+vlcuk19UXMT+U/v527G/siM1DrsO8NbuYoV4hRAbHkts81i6BnXFoJd8oPpSr4FKZmYmjzzyCGlpaVgsFqKioli9ejV33nknALNnzy6V1NqvXz8A5s+fz7hx41i7di3JyckkJycTFhZWqm1V1f4ntVgsrFmzhmeeeYaYmBgaNWrE66+/LlOThRBVlppTxOSlRwCI6ZVPq8g8zlfnyE3LZePHG+n3RD8soeXPFjJiLPf16jC5GXh1SAf6tQ3ixWUJHMmyMvI/v/GXARE8EeWO/uAq2P8DHP9Nq6IKGAB0OvzSf4X/DoHQrtD7GYgcCddwQTJVVXnn2+PY7XqahduJvqmowtDQWmQl+WQyB08cJCUjBUU9d6QOmjtdxDYfQGzXx4kMjJRhnQZCp57/RBcVysvLw2KxkJubi6+vb313RwhRSVlqFstdyzFjrtKsH20q8T2lphI7XAqj524h7ng2HZt68/FT7TG6XWgzMT6R2O6xrNuxjqjosjU0qlNCPz4+npiYGOLi4oiOLruezHnZBcV8tPhrvI6uYYBhB530x0ofENQB2g9hP625Z/QjbJg+mqBT68B5LszyaQI9noCYceAZcGnzDd6qpDSeXhiP3qDy2B8zCGpcejpyvjWfIylHOHziMKlZqaX2tXE4ubPASqzBj7b3L0UX3P5qdv2GVtnP1gaXoyKEEA3Ru2sOEHc8Gx+TG7MfvImm7qUTYP11/iXPl9ZKqRMuJ5z4HfavxP/AD/w95wScuyniUnUk6Nrj2fluOtw2GgJbA1AYH8++0wopXV4k6L4PYMensP1jbQruT1Ng4zvQdQz0errknIYut8jBG9/uAeDxW8MZH3oTx3KOsTtzN7uzdrMncw9pBWmlzokIjKC/zoshCStp6bBD+M1w/xfgFVgfb0FcgQQqQghxBT/vz2DOBm3IZ/ofoggPrGCWTl0rLoDDP8H+lXDwR7DlXNjn5gGtbyez6R28kBDCr6nAdrhPLeCNu514mS75de8VCLf+FW55DnZ/BZv/AxlJWuCyfR5EDIZef4QWfRp0Hss/VyVwxrWXxuGpHCOHkYsTyXfklzpGh45uwd2IbR5LbNithG58H7Z/ou3sOgbumgFuMtOzoZJARQghLuNUThEvLN0FwLibWzC489WdLdPYS0fg8e9h31Q4sl5bEO88jwAtoGg/FFr1B6MnwcD8WxRmrD3IrA2HWbrjJNuOnuX90d3Kv4CbCbo+CF0egKMbYct/tCDowErtERJ1Lo/lHnCrvRyb6soqzGJn5k52Zu7k15PbOZp3CM/mCoXA5nM3TjzcPIhqFEXX4K50C+5GVFAUPkYfKMqBZWO1nyM6uHMK3Pxcgw7EhAQqQghRIYdL4dlF8eQUOogKszBpyFXMX0hPou1vE0l90Rv9rn9deN2/BbS/CyKGQLOeYCj7a9zdoOelQe3p1y6IF5YkcOxMIffO+p37O3pBReXddTpodav2OH1IC1gS/gfpibDiSVj7hpbH0v2xq5bHoqgKyTnJJGQmlAQnpwpOlem2WefPrc170C24G12DuxLhH4Gb/pKfy5nDsOh+OHMI3D3h3nlagCcaPAlUhBCiAu+uPkD8iRx8zG589EA0JrerMEXV5YTfZ8Ivb+OjOECnw+oXgVf0KG3V3uAOlboDcKiwEGOQkanjuzF7VTK/78ti0e4CGo9+i+1n8yE/v8w5PgaDVnyuUVttOOT2v2t5LNs+hoJ0+PkfsPFd6PqANizUqG2tvvUiZxG7T+8mPiOenVk7ScwsO4yj1+lp69cWvb0l8Qf9sOjasva5Efh5XeZuz7FfYclD2lRt36bwwGIIlUUDrxUSqAghRDk27ctmzkYtL+WdP3S5OnkpZw5rdy9ObgcgJ6QPUS+v4utfZl921s+lDhUW0siEIkMAACAASURBVG7btgsvhKt4uRkJ2FOMObwz/7cpj0zbdpzeZe+uHOzR40KlXM8A6PcXbXhkz3LY/BGkJ2nBy45Poe1AbVioZb9qDZ/kFueSkJlAXGYccRlx7D2zF6dSesaOh5sHUUFRdAvuRrcgbRgnPQeGzNyE06Uw+YFu5QcpDhskr4WkZdo0bcUJTaLhgf+BT+Uq+YqGQQIVIYS4RG6Ogf8s04KUR29pwaBOdfzBpiiw4xNY83dwFoHJFwZP54irHSl5K6vc3Pl1g0qtyNzcHVugEfO2QtwLoclWG7buniiB2seAU1XJcbnKXXMINyN0GQ1R92t3Jzb/W8tjObRae/iFa0NREUO0InIV1GTJsGYQnxlPXEYc8ZnxJGcno1K6QkawRzDRjaNL8kva+bcrNYyjKCqvLt+C3aXQPyKIu6IuyhlSXFr/kpbB3m+hOPfCvk73wvB/g7tHlX+eon5JoCKEEBdxueCbJQHkFrnoEmZh0uAOdXvB3JPwzTPnEjyBlrdqH6h+zQhNS+ONN96odrl7N50O94uXFfHV4+zrg9u2AvTZLsxbrbi6eaE0NWrB0pXodNCyr/Y4nQxbZ0HCIsg5AVtnaw+zBdoOQG03mGON2xGfc7AkOLk0vwSghW8LohtHEx0cTXTjaMK8wy5baG3JjhS2HTuLp9HAP0Z0QgeQuhMSl2mzlwrSLxzs0wQ63wudR2lJwZI0e02SQEUIIS6ybq0np1JMeJsNfPRgdKmibrVKVSFxCax8SfvL381Dm4Vy0xNwLrgIDQ1l8uTJtXtdkx7nzT64xVvRpzlwi7PiLFSgVRUr0zZqA0P/BXf+A478gmv/Dxw4soZ4bMRl/EJ87u+cNZTO6dHr9ET4RxDTOIboxtF0C+5GI49GpY653MKJmXk2/rlyHwBT+pgJ2/WhdvfkzKELB5kt0HEERN2n1UfRywrT1zoJVIQQ4pz9+935/VctP+P1P7SkWUAd5aVYT8P3E2Hfd9p20+4wco724X81GHQ4u3th2FOE4UgxbvuKUK0uaF+5jwSX4uJkwUmSc5I5lH2IhMwEEgoTsAZ6ABeGVoyKSufiYqKLi4mxFdPFLwLv5t0hfDA07lTuHY60tDSmTCl/4cQZX//KHxzf8YD3Vtr9fvDCDjezNk27833Q5g6piXKdkUBFCCGAnBw9y7/SFqS76eZ8+kdWbQpuaGho5YZp9v8A3/0ZrFmgd4PbXoFbni93mnGd0ulwdfJE9dRj2F2E+wk7QUUuirpcyFFxKk5S8lM4knOE5JxkDuce5kjOEY7mHsWu2Ms06e3uTdfgrtodk+BoOqkmjMlrtXos2dugaBek7YJf3roor2UwNL+l4rWGbLmw73vObPmCN9M3Y3BXwQnoDNC6vzas034omHzq6Acl6psEKkKIG57LBUuXeFNUpKdpUwf9B+Re+aRLXHGYxpYLP06ChIXadnBHGDkbQrtUr9O1RGllRjWrGHefwNeWyQvL1tOzrYOT1qMcyz2GQ3GUe57ZYKalpSWt/VrTqVEnYhrH0NavbdlVhkMioc9EKMg8V0huFRz+uVRei9NkIa9lf3LaDORQfiAmA+QfXUv2vnewHPkJvauYQAAdHPPqRIt+YyFyBHgH1/nPR9Q/CVSEEDe8tWs8SElxw2xWGHV/fu3f3DiyQUuYzU0BdFrZ+v6vXf0hClXB4MjAUJyGwZ6KwX7u2ZGJrqU2LbgQ+OXkhVM83Dy0gMTSmtZ+Fx5NvJqUDUouxzsYoh/RHvZCUvf9yI+bv+CuMzsILs4lYP/XBOz/mjCdgUGvBmBJ+mfJqQcMTfnWdgvL3W9ma3QLDnTueWEKtbjuSaAihLih7dvnzm+/aXkVI++x4h+gYKutxu2F2mJ/W2dr2/4tYMRsaN67tq5wRTqXFffCPRitSbhb96BXrOUep+iMFBsa45MfgjWvESY1lLfuiuWujpHoK6pmW11GT9Jb3cn47AB8dSq98g4yJGsLQ05vpW3hKYx6OGlqxFeN+7Hcqy/HdgajQ0detAeqQVf+FGpx3ZJARQhxw8rJ1rNiuZaX0vtmGx07OqjEJN3KORmnFW87PyOl+2PaDBmTd21doVyqqnI85yBBuavxt+3F3XYU3UW1SlSdEZcxFKexCS5jKC6T9lys9+O0S2F9hyg+WrGf7ceyeXFRCq4/+DOyW1iF17vcLJ3L8Tk3IyhP1bHGJ4I1PhFMbDWWdqm78V2/lrgBD6EGNCJ0sw0jCgVNDGQH6kudK24MEqgIIW5ITicsOZeXEhbmZMCAwlpq2A4b34FN/wLVBT6hMOwjaBtbO+2Xw+qwsiV1C5tObWLTyU1kFmXS+OIuGZvg8OqM3asTTnNrLRH1UooCKPh4uvP5+J68uGwXPySm8fySXZw8W8Sfbm9Tbn2Ty83SuZy2np4c7NGjzN2RfQYDD338LF88/Bf2FwXyef5RvD3cmH9fdyxexgtl/sUNQwIVIcQNad1aD06e1PJS7ru/ALfa+G2YsVe7i5KeqG13+gMMeafWF/FTVZVjecfYdHITG09tJC4jrlTpeaPBzGljG1SvKBTvzijuVbu+2d3Ah6O7EebvwZwNR/jX2oOczC7izZGdcDfU3jBQuQGHl3aHy181sXTjcQAm3xVJ/5DAWruuuLbU6J+m3W7n6NGjtG7dGrda+VcuhBB178CBC3kp99xrxd+/hgM+qgpb58Dav4PLDh7+2qJ+kSNrobcam9PGjowdWnByciMnC06W2t/Mpxn9wvrRr2k/9F7t6J2w+0IJ/UpUnXWqpUvZ6/U6Jg3uQJi/J298s5slO1I4cLaAv9zTAU/Thd/3+6zWC8+XLHRYk7sfs+NyKXYq3NImkHujm1arDXF9qFZ0UVhYyLPPPsuCBQsAOHjwIK1ateLZZ5+ladOmvPLKK7XaSSGEqAnlosyT/HxdSb2UXr2LiOhQXCovRalqloq9EL57TquQCtpCfcM+qJWF79Kt6WxI2cCmU5vYmrYVm+tCmq+73p3ujbvTN6wv/cL60dy3ecm+Q4XaMFbOpUmnZ87Ad9/B3XdDYPl3KC7N/3i4V3Mw63htWRIJR7K5b84WMmNMuMz6C22OHctDmZkQF1emvVKLHFaSV2R/EjPsmNz0vDWi82VL6ovrX7UClUmTJrFr1y7Wr1/PoEGDSl6PjY1l8uTJEqgIIRoEI9qquna04mSqAl9+2YjCQj2BgUXk7fiMjOg+WEItFZ57WWePwpKHISNJy/sY8Cb0errGa8rk2HL4KOEjlh1chqJeCJyCPYPpF9aPvk370iu0F57u5QcAFeZ/JCTw0IIFfDF+PB26di1zXkV3QCJb+5PRw0zj+GKM+QpNttiw9fBC9TVA48bw+ONlzrnsIoeXkVes4H+71t6fY9vSopFXlc4X159qBSpff/01S5YsoVevXqUi3cjISA4fPlxrnRNCiJqw6CyMNowuCVQ+/y2NY4dTMLnrmdjdwiO3f8eLI/5MVFhUqfOMGLHoygYvpRxaB1+NB1sOeAXBqP9Ciz416q9TcbL0wFL+nfBv8ux5AHQN6sqtzW6lb9O+tPNvV+m7C5fL/+jg5UW0T9UqudotBmy3eOOxzYq+QMHj9wKc3b1RgyuoKFvBcJPTpXC6wE5WfjGZ+bZzzxe+Tzx+GoOnheYWN57o26pKfRTXp2oFKllZWQQHl60IaLVa5RadEKJBOR9wJJ3MZdYaLa9j8t2RRLidBsBf50+QLqjyDSoK/Poe/PwmoGrr9Nz3GVhqlkexOXUz07dPJzknGYB2/u14pccr3BRyU43arU2qpx5HHx/ctlvRn3HitrUAVxdPlHATOFWwKeiKFXQ2FbciF35FLj5MPYCzyEVWfjFZ+cWcLbRzSTpMGYqjmKe7B9Zq4q64dlUrUOnevTs//PADzz77LEBJcDJv3jx69756hYyEEKIyrMVOnlu8E4dLZXCnEEbf1IydO09XvSFbHnz9NOz/XtuOGQeDp9eowmxKXgrv7niXn1N+BsDP5Mez3Z7lnrb34KZvgJMUjHqcvbwxJBRiOGXHLaEQNakQ3SUjPG6ACfiFjDJNGPQ6GnkbCfYxE+RjIvjcI8jHRH5WKs89NIJ2Y368Km9HNHzV+lfwz3/+k8GDB7N3716cTiczZ85k7969/P7772zYsKG2+yiEEDXyxrd7OHraShOLman3RFXvzm/WAVg8RivgZjDCkHchZmy1+2R1WJmXNI8FexbgUBwYdAZGtx/N012exmK6wrBTfTPocEV7gqcewyFbSZCiGgCzHtWkRzHpKDSq/LFVGF0CfQn2NRPkbSLY10SApxG9vvz/BvHxZ3HlZ1299yIavGoFKn369CEhIYGpU6fSuXNn1qxZQ3R0NJs3b6Zz58613UchhKi2b3el8mXcSfQ6eH90NyyeFeRUXM6+72DFU2AvAN+mcN/nEBZTrf4oqsL3R77n/bj3ySrSPpB7h/bm5R4v09qvdbXarBc6Ha4OHrhamMClglkPbheCD4eikO10ck9MeJXzYYS4WLXvK7Zu3ZqPP/64NvsihBC1KuVsIa8tTwLgT7e3pUfLKhZeU1zwy1talVmA5n20pFnvKuS0XCQxK5Fp26aReForCNfMpxl/7f5Xbmt227Wb3+cheSSiblUrUFm5ciUGg4GBAweWen316tUoisLgwYNrpXNCCFFdTpfCnxfvJL/YSUxzf567vU2p/aGhobzxxhsVl30vPAtfPQ6Hf9K2ez0Dd04BQ9XvyGQVZvF+/Pt8e/hbADzdPJkQNYGHOz6M0VCJadBC3MCqFai88sorTJ06tczrqqryyiuvSKAihKh3H/x0iPgTOfiY3Xj//q64XTKDJDQ0lMmTJ5d/cloiLHkIco6DmwcM+xCiRlW5D3aXnc/2fsbHiR9T6NSKsA1rPYyJ0RMJ8qzeXZn65FTVSlW5LTlWiFpQrUDl0KFDdOzYsczr7du3Jzk5ucadEkKImth65Awf/aL9LvrnyM40C6hCZdTEpfDtc+AsAv8WcP9CCOlUpeurqsovKb/w7o53SclPASCqURSv9HiFzkHXXh7f+Wq1ZSrdwhWr3cpKx6KmqhWoWCwWjhw5QosWLUq9npycjJeXVBEUQtSfnEI7E5ckoKgwKiaMu7s0qdyJLges+TtsnaVtt4mFez6u8oKCh3MOM23bNDanbQYgyCOI52OeZ2iroeh112Y+R0WVbuHy1W5lpWNRG6oVqAwfPpyJEyeyYsUKWrfWstSTk5N58cUXGTZsWK12UAhRt9LS0pgzZw5PPvlkxfka1whVVXnlqyTScm20bOTF5GGRlTuxIBOWjYPjv2nb/f4Kt00CfeXvBuQW5zJr1ywW71+MS3XhrndnbORYHu/8OF7u1/4fcBUGHDWoditEZVQrUJk+fTqDBg2iffv2hIWFAXDy5En69u3Lu+++W6sdFELUrbS0NKZMmcKwYcOu+UDlf9tS+HFPOu4GHR+M7oaXqRK/4lK2w9KHIT8NjD4wcjZ0uKvS18yz5/H53s/5fO/nWB3aSsK3N7udv9z0F5r5NKvuWxFCnFOt+5AWi4Xff/+dH374gT/+8Y+8+OKL/PTTT/z888/4+flVup1Zs2YRFRWFr68vvr6+9O7dm1WrVpXsnzt3Lrfddhu+vr7odDpycnLKtHH27FnGjBmDr68vfn5+jB8/noKCglLHJCYm0rdvX8xmM82aNWP69OnVedtCiAYsOTOf//t+DwB/HRhB57BKFE3bMR/mD9aClEbt4ImfKx2k5NvzmbVrFoO+HMTsXbOxOqy082/H3DvnMvP2mRKkCFFLql1HRafTMWDAAAYMGFDti4eFhTF16lTatm2LqqosWLCA4cOHs3PnTiIjIyksLGTQoEEMGjSISZMmldvGmDFjSEtLY+3atTgcDh599FEmTJjAokWLAMjLy2PAgAHExsYye/ZskpKSeOyxx/Dz82PChAnV7rsQouGwOVw8+78EbA6Fvm0b8XifKyxm57TDyhch/jNtu8PdMGIWmK48dGF1WFm4byEL9iwoWTiwjV8bnu7yNLHNY6/ZPBQhGqpKByoffPABEyZMwGw288EHH1z22Oeee65Sbd59992ltt966y1mzZrFli1biIyMZOLEiQCsX7++3PP37dvHjz/+yPbt2+nevTsAH374IUOGDOHdd9+lSZMmLFy4ELvdzqefforRaCQyMpKEhATee+89CVSEuE5M+3E/+9LyCPQy8q/7ulRYnh0AW6429fjoRkAHd7wOfZ6HKxRcK3QUsmj/Iv6757/kFucC0MrSiqe7PM2AFgMkQBGijlQ6UJkxYwZjxozBbDYzY8aMCo/T6XSVDlQu5nK5WLZsGVartdILG27evBk/P7+SIAUgNjYWvV7P1q1bGTlyJJs3b6Zfv34YjReKKg0cOJBp06aRnZ2Nv79/mXaLi4spLi4u2c7Ly6vy+xFCXB2/7M9k/m/HAHh3VBeCfcwVH5x7EhaOgsy9YPTWqsy2vfOy7Rc6CllyYAnzd88nuzgbgBa+LXiqy1MMajEIQxUSboUQVVfpQOXo0aPlfl9TSUlJ9O7dG5vNhre3NytWrCi3Rkt50tPTCQ4OLvWam5sbAQEBpKenlxzTsmXLUsc0bty4ZF95gcrbb7/NlClTqvN2hBBXUWaejb8s2wXAo7e0oH/74IoPTk/SgpT8NPBuDGOWQWiXCg8vchax9MBSPt39KWdtZwEI9wnnqS5PMbjl4Ia5srEQ16Eq/0tzOBy0b9+e77//ng4dOtS4AxERESQkJJCbm8uXX37J2LFj2bBhQ6WDlbowadIkXnjhhZLtvLw8mjWTxDghGhJFUXlx2S7OWO10CPXl5UHtKz44+SdYOhbs+RDUXgtS/MLLPdTmtPHlwS/5ZPcnnC46DUCYdxhPdnmSu1rdJQGKEFdZlf/Fubu7Y7PZaq0DRqORNm20NThiYmLYvn07M2fOZM6cOVc8NyQkhMzMzFKvOZ1Ozp49S0hISMkxGRkZpY45v33+mEuZTCZMJlOV34sQ4ur55NejbDp0GrO7ng8f6IrZvYIhmJ1fwHd/BsUJLfrC/Z+DRzlDvq5ivjr4FfOS5pWsatzUuykToiZwd+u7cddXY9VlUWVXXINJ3HCq9afBM888w7Rp05g3bx5ubrX714WiKKXyQy6nd+/e5OTkEBcXR0yMtuT6zz//jKIo9OzZs+SY1157DYfDgbu79otm7dq1RERElDvsI4Ro+JJO5jJ99X4AXr8rkjbB5czWUVVYPxU2nFuXrPMoGP5vcCv9R4jdZWfFoRV8nPQxGYXn/ojxCmFC1ARGtB6BezUWIRTVd9k1mMQNqVpRxvbt2/npp59Ys2YNnTt3LlM2f/ny5ZVqZ9KkSQwePJjw8HDy8/NZtGgR69evZ/Xq1YCWQ5Kenl6yflBSUhI+Pj6Eh4cTEBBAhw4dGDRoEE888QSzZ8/G4XDwpz/9idGjR9OkiVY2+8EHH2TKlCmMHz+el19+md27dzNz5szLJgQLIWqmtqvdXtyeb0AQzy3eicOlMigyhAd6lDMs63LAdxMh4Qttu88LcPvfQX9hZo7D5eDrw1/zceLHpFnTAAj2DGZC5wmMbDtSVjUWooGoVqDi5+fHvffeW+OLZ2Zm8sgjj5CWlobFYiEqKorVq1dz551aFv7s2bNLJbX269cPgPnz5zNu3DgAFi5cyJ/+9CfuuOMO9Ho99957b6np0xaLhTVr1vDMM88QExNDo0aNeP3112VqsijX9VROvj7VdrXbi9t779dMjp62EmoxM/XezugunVZsy4Olj8CRX0Cnh6H/gu6PlTpk48mNvL31bU4WnAS09Xge7/w497a7F5NBhn2FaEiqFKgoisI777zDwYMHsdvt3H777UyePBkPD49qXfyTTz657P7Jkydf8RZgQEBASXG3ikRFRbFp06aqdk/cgK6ncvLXqlw1Fzv2Uq9lq9q04NUnTrMszoFOB2/c1wKHRy5ZKhgxYtFZIC8VFt4HGUng7qlNP243sKSddGs607ZNY92JdQAEmgN5vPPj/KHdHzC7XWZasxCi3lQpUHnrrbeYPHkysbGxeHh48MEHH5CVlcWnn35aV/0TQtxActVcFrsWl309OJc7/zaa+fE2wEDvW/M43nwdxy9azPfB013xWfQo5J0Cr2B4cAk0jQbAqThZtG8R/074N4XOQgw6Aw93fJinuzyNp7us7itEQ1alQOWzzz7jP//5D08++SQA69atY+jQocybNw+9XqoyCiFq5vydFCNG9BctReYebKYo9H7sJww0a+Ygtr8dA9odEAWFRkf34vXl/0FxgbZmz5hl4N8CgF1Zu/jH5n9wIPsAAF2DuvK3Xn8jIiDi6r45IUS1VClQOXHiBEOGDCnZjo2NRafTkZqaWrKKshBC1JQePXabgePH3Dhy1I3Dye5kZLhhMimMus+Ku+FCENMqcRs3f/8/9IoLwm+G0QvBM4Dc4lxmxs/ky4NfoqLia/TlhZgXGNl2pJS7F+IaUqVAxel0YjaXHsd1d3fH4XDUaqeEEDeePJuDX4/m8PNhCylHzKSluaGqFxJlDQaVESOt+Psr2guqSqffVtNt/fcA2CKHYB4xH9XNxPeHv+PdHe+WVJQd3no4L3R/gQBzwFV/X0KImqlSoKKqKuPGjStVDM1ms/HUU0+VmqJc2enJQogbV77NwY5j2Ww5cobNR86w+1QuigpwoSZKYKCLli0dtGjppFUrBz4+KgA6l4ueq5bQNuF3ABJ630rTO98nNT+Vt7a8xbb0bYC2aODfev2Nm0JuutpvTwhRS6oUqIwdO7bMaw899FCtdUYIcW0pb4YOXJilk61mk6VqVV6txS4SjuUTf0R77Eu14tIikxLNAk0EtDhDm5YqLVs6sVjUMm27Fdvot/xTmh7ei6LTsW3gvcR1jaYg4b8s3rMYp+LEZDDxVJenGNtxrBRsq2NSSVbUtSoFKvPnz6+rfgghrjEVzdABbZbOoL8NZ0XRAT5emcmJoybSUo2oSumaJ80DPenVMpBerQPo2TIQd0sBy13LMWMulUx7nkd+Lv2XzCIw/SRON3c2jXyUDT5erP1hEXkF2irnfZr24dWer9LMR9bnuhqkkqyoa7K6lhC1pKK7C5dTUv/jGlTeDJ2iIh17dhtJ3NWYFFdH9n1fOjDx93fRvKWdsJZFPNmmP539SyfhZ6kFFV7PkpXG7f/7D9552dg8vfl6xFi+PHWQAzu02TyNPBvxao9XiQ2PLVsETghxzZJARYhacLm7C1cy2jD6mg1WAFSXnuRkEzsTjOzfZ8TpvBAk+Pm5aNnSSctWDlq2cOLnr6CgYMNGSHkVYF0OPPNy8bNm4lVQgNmaj0dBHh7WPFombcNkKyI7IIipvW5j3fbV2J12dDodURFRvNXtLZobm1/Fdy6EuBokUBGiFlRU/+NyFBTs576uRQfTCvkpzsLeXV4UFFx4z0HBTrp1s9Mp0o5/gAKqgqnQioc1D48jeZgKcnGzZuNVeAAK8qEgAwoywZpJUOEZHr7MNTc2a8k/GgWQvm8rAKGBocT2iMUSYMHTIIXbhLgeSaAiRC3Sn/tqqC5Xnv7ixNeLXTw8lZlv49uEVL6KP8W+tDzOz9Dx8lLo1rmQAc0O06HoEMEnj+B94DQeBXmYrQXoVaXSfVR0emzePhR5+WLz8qHI25c0sydLHVbWZ6dBThYmdxP9uvajS5suoAcbtmr+RIQQDZ0EKkLcIC5Xnn7o34cSFxxHsiu5zH6HA4IO3sGq+LNsOnS6ZKaOv6GIIeFJxFoO0L4wmaDdx3BLqLimks3TG5uXD4VePli9vWjqE42ndwvwbgzeQeDdmNNeBr4y/YJZ54m92M7BlIPsO76PExmHUVXtuh1bdKR/dH+8PLSSCAqVD4JudDJDR1yLJFAR4gZR0fCUOdTMqNdHlTpWVeHEcTd27jSxd7eJ4uL9NOU0Q/UHGex/jF5uh/DLP4QuTYW0C+cVe3iSFdaKzLBW5ASHUuRtKbkzohoMACU5KvcY7sFTF1TquoX2Exw8nszh44c5mnoURbkQhIQ2CqVPlz40D2le0s7Fz+LKZIaOuBZJoCJEA2V3KpwuKCYzv5is/GIy823nnotRFBVfD3csHu74mt0ufH/uWXvdHaNb2WGoyw1PnT2rJyHBSGK8OyG5p4jRH+Ax/QF6mA/RmDPaQUUXjs/1DyQrrDVZzVqT1awVuY0aQxXL09tddn479Rurjq7il5O/YHNeGMYJsATQrkU7QjxD2PnFTsxR5gqHeYwYq3RdIcS1QQIVIa4iVQWbTUdBgY68fANn83UUWdMoKjhdJiDJLqz50hQe7oZzAYwbnh5QYA7Ey6zDwwPMZhUPDwUPs4quqBhlZwrNso7wqP4A3fTJ+JiKSjemM0BoFwjvBeG9ON2sLV95bKqw5snlKIpCfGY8vx/7nbXH15Jvzy/Z18S7Cf1b9uf2FrfT0r8lAInxibz5jzd5fvjzRIVFlWnvWp7mLYS4PAlUhKhDGRkGNm4wk52tp6BAT36+vtT0XU1Khee7G3QEeZsI8jER5GMmyMdEsI8JN72O3CIHeTaH9lzkJLfIUfJavs0JQJHDRZHDRXre+RY9Sto24OJW/S7uMfzCbfoE3HUuuKiIq91oJjOsBWnNwmnb/GH8wu4A44WlMlQ1C1yV/1moqkrq6VT2Ht/LgeMHKLQVluwL8ghiYIuBDGk5hE6NOpWpg+Kv8y95DrpkuEgIcX2TQEWIOnLooDtLlnhTXFy2+JjZrODtreDp46S9TxOa+VpKghDtWQtK/Dzc0f9/e3ceV2WZ/3/8dQ6ryCKK4Ib7higCmkmaWqlollb6VadFS2qqnzmV1qQ1mU2T2mrLmE2TjtXUmNVkY5qWG2qiueEOaiq4sKkIsi/n/v1BHiWhXM6GvJ89GOfcy3V/bi8P53Ou+1rMlz95WbnF4GxR5QQmvTCHMTf8qgAAIABJREFUlfkJ1D1zmpijCfTN2kBQ6RnrOVkegZxs1ZKTrVuQHtqS7IaNMMwVLSXt3fqCqW41V6ueYRhkncli35F9JKUkkZOfY93n7+nPwJYDubXVrUQHR+Nmdrvs8kXk2qdERcQOftrkxZIlPlgsJlq1KuX6nkX4+Rn4+Vqo62vB0/PCTqV9bN5K4GY2Uc/Hk3o+v/TbKC+F5B8ZdnAh7j+vxUTFCBpLnUCONu7N4En/4d1l/yUiOoIgoOMFZV3JY5Xss9nsO7KPfUf2cSr3lHW7h7sHbZu1pU3LNkxoOoEm7k2u8k5F5FqnREXEhiwWWL7Mhw0bvAGIiipm6LB83G34TktLS+Mf//gHDz/88O8PMz31M2z7GBI/hfys8092WvWFbmMxd7yNUzv3sO/kp1f9WCUnL4eklCSSUpPIOJ1h3e5mdqN109aEtQijTdM2uLm7UUSRFgsUkUuiREXERkqKTfz3Cz+Skyqmhu/fv4A+fYuw9bIzaWlpvPjiiwwdOrTqRKW0CJK+ha3z4ci689t9QyDyHoi+D+q3tkkseQV57E7ZTXJKMmmnzo9TNplMtGzUkrCWYbRr1g4vz/PT5Ws4sYhcDiUqUisdKCjgbPnFPUH35eef//Ps2Yv2+7m50c7n4qnaM3NK+PdHDclI88Td3eCu4fl06XJ1U+NXt8hhdTPJumUdwHvr53jvXIS58FzfExO07Q/dxkL7QWCDVoysgiy+T/mebw9/y+6s3dbtJpOJ0OBQOrboSPvQ9vh4a0p7Ebl6SlSk1jlQUED7n36qeuepUzB2LPdmZsLWrVUesr9Hj0rJyp4TOTwwfw+ZuZ7UrWvh7nvyaN687Kpi/K1FDi+cSfZI0V5a791J2PZNNDyWYj3G4t8Ec9QYiLoX6oVeVSwApwpPsSJlBctTlrMlfQvGL31cAJo1bFaRnDRvj28d36u+lojIhZSoSK1zriWlnpsb7r9+LhMSAg8+WOV5ZYbBmfLySi0xq5IyeOyz7RSUlNOgYSn33XeWBvWvPsbfWuTQu7E3D/+xJ+22x9N69xY8iysmQLOYzBxtH86eqO5c124yDd0aXVUMOcU5rEhZwbIjy9icvply4/x9RzSMoHeL3hSEFhDkE+TS6xuJSM2mREVqLXeTCQ/zZXzAWir3rfjXj4d56du9WAy4ro0/vUfvo14dL7Dhh/aFs8j6n0yneVIiLfYlUj/jmPWYs/WCOBgVw88RPcn386OIIq67wqG+Z0vOsip1FcuOLGPjiY2UGedbhsIbhDOo5SAGthxIE98mZBlZ/Lf8v1d3gyIiv0OJitRaZYZxUfLxu8dTMUfJC9/s5qOEikcto68L5fFhIfyPvbYN0DAIzDxOy307aJ6USL2T6dZd5WY3jnbsyoGoXqS3bHfBtPWX31E1tyyXgJgA3jryFrv37KbUcn5G3A6BHRjUahCxLWIJ9b/6R0giIpdLiYpU67KGwdYgfr8sjnemis60nDoFixfD7bdDgwYX7TaVGbz2xR5+OngagCmDO/LHPq05ycnLmqW1WoYBJ7ZRd+8CRu/9ioDs83OQlJvdSG/VgdSOkRztEEGxz+X3BzEMg2N5x9iWsY1tmdvYlrGNI7lHCH04lO1ntwPQJqANsa1iGdRyEK0CWtngpkRErpwSFanW7w6DraHa+fiwv0ePqkf9JCZy70cf8e+4OMIiIyvtO5lbxMyFe/gp4zTeHmbeGhXJoM6//L0YFxV16QwLpCbAvv/BvsWQc5RzXXXL3D1Iax1GSsdIjrXvTOlljqQpt5Rz4MyBSolJVmHWRcf5l/hze8fbGdF5BG0D217WNS53uLGGJ4vI5VCiIg7jSi00VQ0xBqBuxTTxYXXrEu3nZ92861gOf/loB5lniwny9WLu2O50Da13xdc3WcpplHKAZklbqZ/8GuRdkDx41KWofV/WdQgks20kFs861Rf0K2XlZZw4dYLPTn5GUmYSOzJ3cLa08jBrd7M74Q3CiQ6JpltwNyKDIwnwuvwF/c6tVlzVEOqctBzW/nMtfR7qQ0DjqsvWascicimUqIjD1NQWmu/3pPP4gkQKS8vpEOLH3Pu70yzw8ucIMZeX0ehwMs2TEgndvwvvgrzzO70CoMNg6DQU2tzMWfc8DpX/F2+8frNrblFJEcezjnMs8xjHs46TdiqNckvllqK6HnWJbBhJVHAU0SHRdAnqgre792XH/2sBpgBGu42uMlHZmbmTZ156Rqsdi8hVU6IiUg3DMJi7/jAvL92HYUCf9g2ZfXcUft6XPmmaubyMJgf3WpMTz+JC676iOnU53KETTTo9QkDroeB+QQuDkVdFaRUtJodPHOZI+hGOZR4j68zFj3F8vH3oHtKdmOAYokOiaR/YHnezfd7q1SUbtl7tuHHjxrzwwgs1KsEVEdtQoiJShTKLwXOLdvPZplQA7u3ZnGm3h+PudmlDjwOy0mibuIHWuzZXajkp8PXnaIeupHaMJK1FawrNpdzl1hdM1T8GsVgsHM08yt4je9mfup/i0uJK++v51SO0YSjNgpvRpGETvP28Ge4+3OYLHTpT48aNmTZtmrPDEBEnUKIi8ismTx+mrztNYkYJJhM8d2sYcb1bYfqdRXs8iotou3c77RMTaHj8iHV7gV8AKWHRpIRFktWslXUosYEFKK2yLMMwyDiVwaEjh0g6kkR+Ub51n5+PH+1C2xEaHErThk0rzQZ7bkVmEZFrhVMTlTlz5jBnzhyOHDkCQHh4OFOnTmXw4MEAFBUVMWnSJBYsWEBxcTGxsbG89957hISEWMvYvHkzkydPZuvWrZhMJnr06MGrr75K165drcfs3LmT8ePHs3nzZho2bMiECRP485//7NB7lZohM7+MRve+RmJGCXU83Hh7dCQDw39jhlfDgGOb8d36D+7b8z88Siv6a1jMZo6168z+yBhOtOmIUWkCNssv/3vx6JdDOYf47vB3LD60mONnj1u3e3t606F5Bzq17ESz4Ga/mzSJiFwrnJqoNGvWjJkzZ9KuXTsMw+Cjjz5i2LBhbN++nfDwcJ588kmWLFnCF198QUBAAI899hh33XUXP/74IwB5eXkMGjSIoUOH8t5771FWVsYLL7xAbGwsR48excPDg9zcXAYOHEj//v15//332bVrF+PGjaNevXr88Y9/dObtX7NsveCfIxSVljPvx8P8feVJPBu2INDbzMcPxtClWTUdPvNPwo4FsO1jOJnMuXE5Z+oHkRTVg/1dulHoWzFqKCft5G+OgDmTf4alKUtZcmgJ+07vs253d3OnbbO2dGrZiVaNW+HmdmWzzYqI1GROTVRuv/32Sq9ffvll5syZw8aNG2nWrBlz587ls88+4+abbwbgX//6F2FhYWzcuJGePXuSlJTE6dOn+etf/0poaMWsmS+88AIRERGkpKTQtm1bPv30U0pKSpg3bx6enp6Eh4eTmJjIm2++qUTFDmy94J+9WSwG3+w4zmvLkjmRU/HIpPjEfl75Y++LkxRLOfy8GrZ9BMnfwbkZXN3rQPid5EXfRWloV9qYTLS54LSqRsDkFueyNmUtqw6vYnbGbOsif+4md25oegM3tryRrCZZ+Hr4WqfQv5T5RzRHiYhca1ymj0p5eTlffPEF+fn5xMTEsHXrVkpLS+nfv7/1mI4dO9K8eXMSEhLo2bMnHTp0oEGDBsydO5dnn32W8vJy5s6dS1hYGC1btgQgISGBPn364Ol5vrNibGwsr7zyCtnZ2QQGBl4US3FxMcXF5zss5ubm2u/GrzG2XPDP3jb8fJLpS/ex+3hF/TYO8Oah60NIid9MlzbNzh+YnQKJn8L2TyH3/Bo7NImG6Pug83DwDsAXqGqu2HMjYHwMH7Yc2cLSQ0tZf2I9ZZbz6+hEB0czpPUQBrQYQKB3oHX1ZM1RIiK1ndMTlV27dhETE0NRURG+vr58/fXXdOrUicTERDw9PalXr/KkWiEhIaSnV6x54ufnx5o1a7jjjjt46aWXAGjXrh3Lly/H3b3i1tLT02nVqtVFZZzbV1WiMmPGDF588UWb32ttcrUL/tnTwcyzzFiaxMqkTAB8vdz5fze1YVyvVnh7uMHNnaGsGHZ/VfFo51A81qlnvetB19EQdR806vy71yq1lLIjdwfN/tiMCfsmUGw5nwB3COzAra1vZXDLwTT2rTzsVnOUiIhUcHqi0qFDBxITE8nJyeHLL79k7NixxMfHX9K5hYWFxMXF0atXL/7zn/9QXl7O66+/zpAhQ9i8eTN16lz6jJ4XmjJlChMnTrS+zs3NtT5auhZdSZ8SZ/YnuVJZZ4uZtWI/n28+SrnFwM1s4p7rm/OnW9oR5Ov1y0HJsOVfsHMBFGafP7l1v4rkpONt4HHpk6W98OMLLE5ZTL0b6lFsKaaZbzMGtxrMra1u/d2p6h01R4mIiCtzeqLi6elJ27YVv7C7devG5s2befvttxk1ahQlJSWcOXOmUqtKRkYGjRpVjML47LPPOHLkCAkJCZh/+fb+2WefERgYyDfffMPo0aNp1KgRGRkZla557vW5cn7Ny8sLLy8vm9+rK7qaPiWO7k9ypQpLyvlw3SHej/+Z/JKKhGxgpxCeGdyRNg1/eVhzfBusewOSvj1/on9TiLwHou6BwJZXdO1+of2IT43n0NJDvPPoO4zoNUIjdkRELoPTE5Vfs1gsFBcX061bNzw8PFi5ciXDhw8HIDk5mdTUVGJiYgAoKCjAbDZX+sV/7rXll0cJMTExPPfcc5SWluLhUTGj6A8//ECHDh2qfOxT25xrSfE1m3H79QdocDDExV10TrlhkGexOLQ/yZUotxh8te0Yb3yfTEZuxSOXrs0CePbWMK5v3aBiaPGR9RUJys+rfjnLBB1uhe4PQJubwXx1I21ubn4zgacC6XFvD9pMalNrkhTNJCsituLURGXKlCkMHjyY5s2bc/bsWT777DPWrFnD8uXLCQgIIC4ujokTJ1K/fn38/f2ZMGECMTEx9OzZE4ABAwbw9NNPM378eCZMmIDFYmHmzJm4u7tz0003AXD33Xfz4osvEhcXxzPPPMPu3bt5++23mTVrljNv3WX4/TLkNa+qPiKnTsHixXD77dCgQbXnOlN1Cx2uO5DFy0v2kZRe8ciqab06/HlQB26PaILZBOz/viJBObqx4gSTG0SMhN5PQsMONovP3eyOm8n5f0+OpplkRcRWnJqoZGZmMmbMGNLS0ggICCAiIoLly5czYMAAAGbNmoXZbGb48OGVJnw7p2PHjixevJgXX3yRmJgYzGYzUVFRLFu2zPqhFRAQwPfff8/48ePp1q0bQUFBTJ06VUOTf9HOx4f9PXpU3UclMZF7P/qIf8fFERYZWWmfq/RR+fVCh0npuUxfmsTa/RVr4Ph5uzPh5raMiWmJtxuwb1FFgpK+q6IANy+Iuhd6/emKH++IiIj9ODVRmTt37m/u9/b2Zvbs2cyePbvaYwYMGGBNbKoTERHBunXrrijG2qDahKNuXQDC6tYl2s/v6i5iGJiyyjDllYOnCcPT/MufJvA0g8n4zdNzjJwqR8BkGxUdXg8VnOajL39i8dYsLAa4u5kY3bMxk24OJ9DbBLs+h3VvwqkDFSd61IXrxkHMY+D3GzPPioiIU7lcHxW5xhRZMB8twS2lGFNB9UOQPczQ1NPEpO1baepXh8C6ntT38SCwrid1fMrZW2czPj4W6vhY8KlbTp06Ftw94GS9s3SfMo3JywopK6voh9IxvIC+A3No6H8I713r4ccPIKdicUG8A+D6Ryp+fOo74m9ARESughIVsT3DwHyyDLfUEsxppdbGEsPdhBHkDmUGlBiYSiwVf1rAZAH3IoPDRfkczsivotCL+8h4elYkPiUWM1ggNLSUgYPzaR2SR/tt6wnfuIo6+b+sXFw3GGLGQ/dx4O1vpxsXERFbU6IiNpOdX8I3G4/RJKEQj4Lzj3IsgW5YWnhhaeIJ7r8a9WIYUA5lReXkFJYyu0VbGhhunM4vJTu/hNMFJaTnn+VgXjqFBW4UFpgpKDBhsZgoKakYkh4YWM6A2HyiWmUTtiWesIVr8SoqAKA8oAluvSZW9EPxuLJ5dVyNRtSISG2iREWuimEYbEnJ5tONKSzdnU5JmQUPwHADSzNPLC29MAJ+45+ZyQTuYPiYKfF0I7pN/Yv6w1RMJ7/rgmtCcZGJggIz2ccLOP71Ekb8DFFLtllXLz5TP4jtvW4muusMAtyD7HHrTqMRNSJSmyhRkWr91jf3nMJSvt52jE83pXIgM8+6vXUjXzY3KMG9mRfuHr9MoX8J0+OXGdV3pq1yOnlfMJcdo3DHDIKMBLx3VbTUlIWEkX/jo5SGxRJtrqOp5EVEajglKlKtX39zNwyDxKNn+GxTKot3nqCotCIBqePhxtCuTbinZ3Pq1Pf8ZaZbC5T9KkH5nXlZoPq5WapMODbNgpTl4G4iLzAc38HTcG83gIBaMqmaiEhtoERFfldecRnfJB7n042p7E07v5J0hxA/7unZnDuimuLv7WHdfiXzssAVzM1yw2PkHNrCsFdX8eZX7xLdvtvl3ZiIiLg8JSpSrd3Hc/jsp1S+2X7cukaOp7uZ2yIac8/1zYluHljllPAOmZcFwL8JP/ecSXxKt4q+Li5KnV9FRK6cEhWp0ntrDvLqsmTr69YN63LP9S0YHt2Uej6eToys5lHnVxGRK6dERarUr30ws37Yz6DOFa0n17eqX2sW1BMREdehREWq1KmJP5uf62/T1hM9AhERkculREWqZetHPHoEIiIil8vs7ABEREREqqNERURERFyWEhURERFxWUpURERExGUpURERERGXpURFREREXJYSFREREXFZSlRERETEZWnCtxoox8ihhJLLOscTTwJMAXaKSERExD6UqNQwOUYOC8oXXNG5o91GK1kREZEaRYlKDXOuJcUTT8yX+OTOgoWSX/4TERGpSZSo1FDmX/6r7bTQoYjItU2JitRoWuhQROTapq/kIiIi4rKUqIiIiIjLUqIiIiIiLkuJioiIiLgsJSoiIiLispSoiIiIiMtSoiIiIiIuy6mJypw5c4iIiMDf3x9/f39iYmL47rvvrPuLiooYP348DRo0wNfXl+HDh5ORkXFROfPnzyciIgJvb2+Cg4MZP358pf07d+7kxhtvxNvbm9DQUF599VW735uIiIhcPacmKs2aNWPmzJls3bqVLVu2cPPNNzNs2DD27NkDwJNPPsnixYv54osviI+P58SJE9x1112VynjzzTd57rnnmDx5Mnv27GHFihXExsZa9+fm5jJw4EBatGjB1q1bee2115g2bRoffPCBQ+9VRERELp/JMAzD2UFcqH79+rz22muMGDGChg0b8tlnnzFixAgAkpKSCAsLIyEhgZ49e5KdnU3Tpk1ZvHgxt9xyS5XlzZkzh+eee4709HQ8PT0BmDx5MosWLSIpKemSYsrNzSUgIICcnBz8/f1tc6NXKMvI4r/l/8Ub78ta66eIIu5yu4uGpoZ2jlBEROT3Xepnq8v0USkvL2fBggXk5+cTExPD1q1bKS0tpX///tZjOnbsSPPmzUlISADghx9+wGKxcPz4ccLCwmjWrBkjR47k6NGj1nMSEhLo06ePNUkBiI2NJTk5mezs7CpjKS4uJjc3t9KPiIiIOJ7TE5Vdu3bh6+uLl5cXjzzyCF9//TWdOnWytoDUq1ev0vEhISGkp6cDcOjQISwWC9OnT+ett97iyy+/5PTp0wwYMICSkoqVgtPT0wkJCbmojHP7qjJjxgwCAgKsP6Ghoba+bREREbkETk9UOnToQGJiIps2beLRRx9l7Nix7N2795LOtVgslJaW8s477xAbG0vPnj35z3/+w4EDB1i9evUVxzRlyhRycnKsPxe20IiIiIjjOH31ZE9PT9q2bQtAt27d2Lx5M2+//TajRo2ipKSEM2fOVGpVycjIoFGjRkDFyrkAnTp1su5v2LAhQUFBpKamAtCoUaOLRgqde32unF/z8vLCy8vLRncoIiIiV8rpLSq/ZrFYKC4uplu3bnh4eLBy5UrrvuTkZFJTU4mJiQGgV69e1u3nnD59mpMnT9KiRQsAYmJiWLt2LaWlpdZjfvjhBzp06EBgYKAjbklERESukFMTlSlTprB27VqOHDnCrl27mDJlCmvWrOGee+4hICCAuLg4Jk6cyOrVq9m6dSsPPPAAMTEx9OzZE4D27dszbNgwHn/8cTZs2MDu3bsZO3YsHTt25KabbgLg7rvvxtPTk7i4OPbs2cPnn3/O22+/zcSJE5156yIiInIJnProJzMzkzFjxpCWlkZAQAAREREsX76cAQMGADBr1izMZjPDhw+nuLiY2NhY3nvvvUplfPzxxzz55JMMGTIEs9lM3759WbZsGR4eHgAEBATw/fffM378eLp160ZQUBBTp07lj3/8o8PvV0RERC6Py82j4oo0j4qIiIht1bh5VERERER+TYmKiIiIuCwlKiIiIuKylKiIiIiIy1KiIiIiIi5LiYqIiIi4LCUqIiIi4rKUqIiIiIjLUqIiIiIiLkuJioiIiLgsJSoiIiLispSoiIiIiMty6urJcuUsWOxyrIiIiCtRolLDeOIJQAklV3yuiIhITaFEpYYJMAUw2m30ZScqnngSYAqwU1QiIiL2oUSlBlLCISIitYU604qIiIjLUqIiIiIiLkuJioiIiLgsJSoiIiLispSoiIiIiMtSoiIiIiIuS4mKiIiIuCzNo3IJysvLATh27Bj+/v5OjkZERKTmy83NBc5/xlZHicolOHjwIADh4eFOjkREROTacvDgQa677rpq95sMwzAcGE+NlJ2dTf369Tl69KhaVERERGwgNzeX0NBQTp8+TWBgYLXHqUXlEri5uQHg7++vREVERMSGzn3GVkedaUVERMRl2T1RKSwsZN68eYwbN47BgwczZMgQJkyYwMqVK6+ovLVr13L77bfTpEkTTCYTixYt+t1z1qxZQ3R0NF5eXrRt25b58+df0bVFRETEseyaqBw8eJCwsDCmTJnCihUrWL58OSaTic2bNxMbG8vIkSMpKyu7rDLz8/Pp2rUrs2fPvqTjDx8+zJAhQ7jppptITEzkiSee4MEHH2T58uVXcksiIiLiQHbtTHvrrbfSvHlz5syZg8lk4pVXXiE+Pp6lS5dy4MABBg4cyNixY5k2bdoVlW8ymfj666+54447qj3mmWeeYcmSJezevdu6bfTo0Zw5c4Zly5Zd0nVyc3MJCAggJydHfVRERERs4FI/W+3aohIfH8+kSZMwmUwAPPnkk6xYsYJTp07Rrl073nrrLT766CN7hkBCQgL9+/evtC02NpaEhIRqzykuLiY3N7fSj4iIiDieXROVevXqcfbsWevrgoICysrK8PT0BCAiIoK0tDR7hkB6ejohISGVtoWEhJCbm0thYWGV58yYMYOAgADrT2hoqF1jFBERkarZNVEZMGAAEydOJCkpicOHD/PII48QGRmJn58fAKmpqQQHB9szhCsyZcoUcnJyrD9Hjx51dkgiIiK1kl3nUXn11VcZNmwYnTp1wmQyERoaytdff23dn5WVxdNPP23PEGjUqBEZGRmVtmVkZODv70+dOnWqPMfLywsvLy+7xiUiIq5nZslMcrHd435//JnsOdlm5dVGdk1UgoODSUhI4MCBAxQXF9OxY0fc3c9fcsSIEfa8PAAxMTEsXbq00rYffviBmJgYu19bRERqllxyaWFuYbPyUiwpNiurtnLIhG/t2rWjc+fOWCwWkpOTL3tI8oXy8vJITEwkMTERqBh+nJiYSGpqKlDx2GbMmDHW4x955BEOHTrEn//8Z5KSknjvvfdYuHAhTz755NXdlIiIiNidQxKVgoIC4uLi8PHxITw83JpUTJgwgZkzZ15WWVu2bCEqKoqoqCgAJk6cSFRUFFOnTgUgLS3NWj5Aq1atWLJkCT/88ANdu3bljTfe4MMPPyQ2NtZGdyciIiL24pC1fqZMmcKOHTtYs2YNgwYNsm7v378/06ZNY/LkS39+169fP35r6peqZp3t168f27dvv6yYRURExPkckqgsWrSIzz//nJ49e1rnVAEIDw/n559/dkQIIiIiUgM55NFPVlZWlcOQ8/PzKyUuIiIiIhdySKLSvXt3lixZYn19Ljn58MMPNfpGREREquWQRz/Tp09n8ODB7N27l7KyMt5++2327t3Lhg0biI+Pd0QIIiIiUgM5pEWld+/eJCYmUlZWRpcuXfj++++tc6x069bNESGIiIhIDeSQFhWANm3a8M9//tNRlxMREZFrgENaVKpTVlZWac4TERERkQs5NVHZs2cPrVq1cmYIIiIi4sKcmqiIiIiI/Ba79lGJjo7+zf2FhYX2vLyIiIjUcHZNVPbu3cvo0aOrfbyTlpbG/v377RmCiIiI1GB2TVQ6d+7M9ddfz6OPPlrl/sTERI0EEhERkWrZtY9Kr169SE5Orna/n58fffr0sWcIIiIiUoPZtUXl7bff/s39bdq0YfXq1fYMQURERGowjfoRERERl6VERURERFyWEhURERFxWQ5b60dEROyn/fLlnCgqsll5Tby92R8ba7PyRK6UEhURkWvAiaIi8gMCbFdeTo7NyhK5Gg559JOUlFTtvuXLlzsiBBEREamBHJKoREdHM3v27ErbiouLeeyxxxg2bJgjQhAREZEayCGJyvz585k6dSq33norGRkZJCYmEhUVxYoVK1i3bp0jQhAREZEayCGJysiRI9mxYwelpaWEh4cTExND37592bZtG9ddd50jQhAREZEayKHDk0tKSigvL6e8vJzGjRvj7e3tyMuLiIhIDeOQRGXBggV06dKFgIAA9u/fz5IlS/jggw+48cYbOXTokCNCEBERkRrIIYlKXFwc06dP53//+x8NGzZkwIAB7Nq1i6ZNmxIZGemIEERERKQGcsg8Ktu2baNDhw6VtgUGBrJPyhHHAAAY4UlEQVRw4UI++eQTR4QgIiIiNZBDWlR+naRc6L777nNECCIiIlIDaa0fERERcVlKVERERMRlKVERERERl6VERURERFyWwxKVdevWce+99xITE8Px48cB+OSTT1i/fr2jQhAREZEaxiGJyldffUVsbCx16tRh+/btFBcXA5CTk8P06dMdEYKIiIjUQA6ZR+Vvf/sb77//PmPGjGHBggXW7b169eJvf/ubI0IQO2u/fDkniopsVl4Tb2/2x8barDypXWaWzCSXXJuV548/kz0n26w8Ebl0DklUkpOT6dOnz0XbAwICOHPmjCNCEDs7UVREfkCA7crLybFZWVL75JJLC3MLm5WXYkmxWVkicnkckqg0atSIgwcP0rJly0rb169fT+vWrR0RgohafUREaiCHJCoPPfQQjz/+OPPmzcNkMnHixAkSEhJ46qmneP755x0RgohafUREaiCHJCqTJ0/GYrFwyy23UFBQQJ8+ffDy8uKpp55iwoQJV1Tm7Nmzee2110hPT6dr1668++679OjRo8pj58+fzwMPPFBpm5eXF0U2/HYttmfrfgalRNusLBERcQyHJComk4nnnnuOp59+moMHD5KXl0enTp3w9fW9ovI+//xzJk6cyPvvv8/111/PW2+9RWxsLMnJyQQHB1d5jr+/P8nJyZViEtdm634GBobNyhIREcdwSKJyjqenJ506dbrqct58800eeughayvJ+++/z5IlS5g3bx6TJ1fdM99kMtGoUaOrvva1wtb9NQrKy21WloirKaGEZ0uetVl5GkUkcukckqgUFRXx7rvvsnr1ajIzM7FYLJX2b9u27ZLLKikpYevWrUyZMsW6zWw2079/fxISEqo9Ly8vjxYtWmCxWIiOjmb69OmEh4dXeWxxcbF1rheA3FzbPX64EvYYanmiKMym/TU4fdp2ZYm4IFuPItKXBduw9e/HEkpsVpbYhkMSlbi4OL7//ntGjBhBjx49ruqxy8mTJykvLyckJKTS9pCQEJKSkqo8p0OHDsybN4+IiAhycnJ4/fXXueGGG9izZw/NmjW76PgZM2bw4osvXnGMtqahliLXHlt37q6tXxZs/fvxgOWAzcoS23BIovLtt9+ydOlSevXq5YjLXSQmJoaYmBjr6xtuuIGwsDD+8Y9/8NJLL110/JQpU5g4caL1dW5uLqGhoQ6JVURERM5zSKLStGlT/Pz8bFJWUFAQbm5uZGRkVNqekZFxyX1QPDw8iIqK4uDBg1Xu9/LywsvL66pjFRGpyTT3kLgCh6z188Ybb/DMM8+QknL1jxw8PT3p1q0bK1eutG6zWCysXLmyUqvJbykvL2fXrl00btz4quMREblWnXs8ZasfWyY9Uns4pEWle/fuFBUV0bp1a3x8fPDw8Ki0//RlPludOHEiY8eOpXv37vTo0YO33nqL/Px86yigMWPG0LRpU2bMmAHAX//6V3r27Enbtm05c+YMr732GikpKTz44IO2uUGptbSmjIiIfTkkUfnDH/7A8ePHmT59OiEhIVc9h8moUaPIyspi6tSppKenExkZybJly6wdbFNTUzGbzzcWZWdn89BDD5Genk5gYCDdunVjw4YNNhkqLbVbbezorORMRBzJIYnKhg0bSEhIoGvXrjYr87HHHuOxxx6rct+aNWsqvZ41axazZs2y2bVFagp7JBW1MTkTEedxSKLSsWNHCgsLHXEpEbmAkgoRqekckqjMnDmTSZMm8fLLL9OlS5eL+qj4+/s7IgwREXGigvJyfL/5xmblNfH2ZsRNNivObvS49Oo4JFEZNGgQALfcckul7YZhYDKZKK+lMyqKiH2mpxfXZECtXMFcLZtXxyGJyurVqx1xGRGpofRLXESq45BEpW/fvo64jIiIiFxjHJKorF279jf39+nTxxFhiIiISA3jkESlX79+F227cC4V9VERqWDr/hpaCVZEajqHJCrZ2dmVXpeWlrJ9+3aef/55Xn75ZUeEIFJjaCVYEZHzHJKoBFTRy3vAgAF4enoyceJEtm7d6ogwREREpIZxyKKE1QkJCSE5OdmZIYiIiIgLc0iLys6dOyu9NgyDtLQ0Zs6cSWRkpCNCEBERkRrIIYlKZGQkJpMJwzAqbe/Zsyfz5s1zRAgiIiJSAzkkUTl8+HCl12azmYYNG+Lt7e2Iy4uIiEgN5ZBEpUUL241iEBERkdrDbonKO++8c8nH/ulPf7JXGCIiIteU91d35p0i2y7uuD821mbl2ZrdEpVZs2Zd0nEmk0mJioiIyCXKK/KgtBYt7mi3ROXX/VJERERELpfD51ExDOOi0T8iIiIiVXFYovLxxx/TpUsX6tSpQ506dYiIiOCTTz5x1OVFRESkBnLIqJ8333yT559/nscee4xevXoBsH79eh555BFOnjzJk08+6YgwREREpIZxSKLy7rvvMmfOHMaMGWPdNnToUMLDw5k2bZoSFREREamSQx79pKWlccMNN1y0/YYbbiAtLc0RIYiIiEgN5JBEpW3btixcuPCi7Z9//jnt2rVzRAgiIiJSAznk0c+LL77IqFGjWLt2rbWPyo8//sjKlSurTGBEREREwM4tKrt37wZg+PDhbNq0iaCgIBYtWsSiRYsICgrip59+4s4777RnCCIiIlKD2bVFJSIiguuuu44HH3yQ0aNH8+9//9uelxMREZFrjF1bVOLj4wkPD2fSpEk0btyY+++/n3Xr1tnzkiIiInINsWuicuONNzJv3jzS0tJ49913OXz4MH379qV9+/a88sorpKen2/PyIiIiUsM5ZNRP3bp1eeCBB4iPj2f//v383//9H7Nnz6Z58+YMHTrUESGIiIhIDeTwtX7atm3Ls88+y1/+8hf8/PxYsmSJo0MQERGRGsIhw5PPWbt2LfPmzeOrr77CbDYzcuRI4uLiHBmCiIiI1CB2T1ROnDjB/PnzmT9/PgcPHuSGG27gnXfeYeTIkdStW9felxcREZEazK6JyuDBg1mxYgVBQUGMGTOGcePG0aFDB3teUkRERK4hdk1UPDw8+PLLL7nttttwc3Oz56XsyjAMAHJzc51y/eKSYgrNhbYrz1KMUVAA7jas/oIC8PKyWXFGQQHFuba974p7zrdpebaOsdji+uUBitEG5dWE9yDg8jHWhPcg2Pbfoz1+lznj8+3cNc99xlbHZPzeEcKxY8cIDQ11dhgiIiLXnKNHj9KsWbNq9ytRuQQWi4UTJ07g5+eHyWRydjhVys3NJTQ0lKNHj+Lv7+/scOQCqhvXpHpxTaoX12SPejEMg7Nnz9KkSRPM5uoHITt01E9NZTabfzPbcyX+/v56c7so1Y1rUr24JtWLa7J1vQQEBPzuMQ6fR0VERETkUilREREREZflNm3atGnODkJsw83NjX79+uFuy176YhOqG9ekenFNqhfX5Kx6UWdaERERcVl69CMiIiIuS4mKiIiIuCwlKiIiIuKylKiIiIiIy1KiUoupH7XIpTl79ixlZWXODkOkVtLYr1qosLCQOnXqYDKZMAzDZZcFqG0OHz7Ml19+SUFBAREREdx5553ODkmArVu3MnLkSJYuXarV311MdnY2J0+eBKBp06b4+Pg4OSKxB7Wo1DJJSUmMGzeOZcuWAViTFXGuXbt20atXL7777juWLl3Ko48+ynfffefssGq9HTt20K9fP4YMGaIkxcXs3r2bW265heHDhxMVFcXkyZM5ePCgs8MSO1CLSi1y+PBhBg0aRGZmJmVlZbi7u9O/f3+1rDhZeno6d955J/fffz8vv/wyKSkpjBs3jry8PGeHVqvt3LmTPn368Oijj/Lqq69iGAbp6ekUFBQQEBBAUFCQs0OstZKTk+nfvz9jxozh7rvvZsuWLbz88st0796dtm3bOjs8sTFN+FZLlJSU8Oc//5ljx44xfPhwZs+eTVBQEI899hj9+/cHULLiJKtWreKZZ57h+++/JzAwEIA777yT4OBgvL296dixI48++qiTo6xdCgoK6NSpE2azmUOHDmGxWBg1ahSpqans2rWL7t27ExcXx9ixY50daq2Tl5fHgw8+iK+vLx9++KF1+8MPP8yePXuIj4/Hzc3NiRGKrenRTy3h6enJsGHDuO222/jDH/7AK6+8wsmTJ/n73//OihUrAD0Gchaz2cy2bduIj48HYPr06Xz77bfk5+eTk5PD+PHjmTx5spOjrF18fHx45ZVXyMzMZNKkScTGxnLmzBmmTJnCvHnziIiI4KmnnuLLL790dqi1Tm5uLl5eXgwbNgyA8vJyAKKjoykvL1eSci0ypNYoKSmp9Hrt2rVGr169jGHDhhkrVqwwDMMwysvLja1btzojvFrrxIkTxoMPPmiYTCZjyJAhhslkMr755hvr/k8++cTw8/Mz9uzZ48Qoa6cvvvjCMJlMRkxMjJGZmWndnpqaagwdOtQYN27cRe8rsb/169db/39ZWZlhGIaxZMkSo3fv3pWOO3bsmEPjEvtQH5Vr2JkzZygsLKSsrIzQ0FA8PDwArN86brzxRqZPn86zzz7Lu+++S1lZGd999x0LFiwgKSmJevXqOfkOrk2/rpfGjRszc+ZMHnroIdLS0iguLubWW2+1Hl+vXj2aNm2Kv7+/E6OuPc713wIYMWIEq1atIi0tjfr161sfj4aGhuLr60tKSor1fSX2U1BQQGlpKaWlpQQFBdGrVy8ALBaLtQUlNzeXEydOUFxcjJeXFy+99BKJiYl88sknGg1UwylRuUbt3LmTuLg4Tp06hbe3N1FRUbzzzjs0aNAANzc3LBYLJpOJPn36MGPGDP7yl79w7733UlxczOrVq5Wk2Mmv66Vr167Mnj2bBg0a0KBBA1atWsXRo0c5fPgw7dq1A2Djxo3Ur19fv2ztKDk5mX/+85+89tpruLu7V3qE0K9fPywWC2ZzxZNywzCsCUv37t3Vt8vO9uzZw5QpUzhw4AAhISEMHjyYZ555BsBaJ1Cxsq+HhwdeXl5MmzaNl156iS1btuh9cw1QonINSk1NZeDAgYwdO5bevXtz6tQp/va3v9GvXz8+/PBDevTogdlstvZHufHGG6lfvz5lZWVs2LCBzp07O/kOrk3V1Uvfvn355z//SY8ePWjcuDH169fnmWeeISwsjNOnT/P555+zevVq6tev7+xbuCb9/PPP3HTTTZw6dYrTp08zd+5c3NzcKiUrF34gnj17ltdff50VK1awZs0aJSl2tHfvXvr06cN9993H7bffzt69e/nyyy/p1q3bRYMA/P39admyJc899xxvvPEGP/30E1FRUU6+A7EJZz53EvtYvHix0aVLF+PUqVPWbTk5OUaPHj2M9u3bG7t27TIMo6I/isViMSZOnGiYTCYjMTHRWSHXCr9VL+3atTN2795tGIZhfPrpp8bo0aONiIgIY9SoUdb6EtvLyckxRo0aZQwfPtyYMWOGERUVZdx3332GxWIxDON8/4dzfvjhB+P+++83goODjW3btjkj5Frj1KlTxs0332w88cQT1m0ZGRlGly5djJdeeumi47/66ivDZDIZvr6+xpYtWxwZqtiZRv1cg7KyssjMzLR+Ay8pKcHf358ff/yRunXr8vDDDwMV3xJNJhP3338/27dvp2vXrs4M+5r3W/Xi6+tLXFwcAHfffTdz585l06ZNzJ8/Xy1cduTn50ebNm0YMWIEjz/+OA8//DC7d+9m7NixGIZhbVk5p169enTu3Jl169bp27qdZWRkEBQUxJAhQ4CK/ijBwcEMHDiQY8eOAVSqmwYNGhAREcHmzZvp1q2bU2IWO3F2piS2l5aWZtSvX994/vnnrduKi4sNwzCM5ORko1GjRsb7779vGIZhlJaWOiXG2uhS6uW9994zDKOitUvs61yrybk/DcMwzp49a8yZM+eilpXCwkKjqKjIMAy9Zxzl5MmTxrfffmt9fa4unnjiCWPkyJGVtp1zYWulXDvUonKNMQyDBg0aMGnSJBYvXswHH3wAVMyjYhgGTZs2JTQ0lBMnTgBYRzeIfV1qvaSnpwOV+0SIffx6Ruby8nJ8fX0ZM2YMDz30kLVlpaioiMcff5wxY8ZgsVj0nnGQBg0aWFtTLqwnDw8P6wKRJpOJF154gSlTpgBYJ0yUa4vecdcYk8mEh4cHo0aN4uDBg3z44YcUFRXxpz/9CZPJRN26dQkKCrJ2EjQ0YsEhVC+u6cK/Yzc3NwzDwMfHh7Fjx2IymZg7dy7t2rXj1KlTrF69Wgmkk1xYT4GBgXh6egLw7LPPMmvWLNavX3/RcXLt0BT615Bff7glJSXx97//nW+//ZaYmBh69+7N7t27+fTTT9myZQvt27d3YrS1h+rFNVWXDJ7bnp2dzeDBgzlw4ADx8fHqK+RAv5WoT506ldTUVNq3b89f//pXNmzYQHR0tIMjFEdSi0oNdu7NnJmZSXBw8EVv7I4dO/L888/Tv39/ZsyYwbFjx/Dx8WH9+vX6MLQj1Ytr+r16OcdkMlFaWsrrr7/Ojh072LRpk5IUO7vUuoGKCfk+/vhjfH19+fHHH5Wk1AJqx6zBTCYTmzdvJi4ujtOnT1d5TEhICHfccQebNm0iPj6eb775hoiICAdHWruoXlzTpdTLOecmfdu4caPqxQEup246duxI+/bt2bBhg0b31BJKVGo4d3d3lixZwvLly6s9xmKxABUdNL29vR0VWq2menFNl1Iv577dz5w5U0P2HehS6gbglltuYc2aNWrlqkXcpk2bNs3ZQcjlOfeLtLy8nCZNmlBaWsqiRYsYMGBAlevBqIOZY6heXJPqxXVdbt0A+Pv74+vr6+BIxZnUolIDFRQUAOeHsMbExHD8+HEOHToEnP+mLo6lenFNqhfXpbqRS6FEpYbZsmULN998M//5z3/Izs4GYMiQIXTp0oUnnniCsrIyDaF0AtWLa1K9uC7VjVwqPfqpIc41ke7atYu8vDxefvllEhMTOXDgAH379qVly5Zs2LABHx8fwsPDNQ+Hg6heXJPqxXWpbuRyKVFxcRc+wzWbzbRt25Zbb72Vfv36kZuby7/+9S8WLlyIxWLhp59+wjAMbrvtNr2x7Uz14ppUL65LdSNXShO+ubBzb+yVK1fy9ddfk52dTXh4OA8++CDBwcGUlJRQWFjIs88+y8mTJ/niiy9wc3MjKyuLgIAAvcHtRPXimlQvrkt1I1dDiYqLW7RoEX/4wx+49957SUlJITs7m6ysLNavX0+zZs2sx6WlpfHdd9/Ro0cPDdtzANWLa1K9uC7VjVwxmy9zKDaTlZVlREZGGq+++qp1265du4yBAwcarVu31kqhTqJ6cU2qF9elupGroS7VLiQ/Px84PyQvLy+PtLQ0IiMjrceEhYXx6quvUq9ePRYsWABUNKuK/aheXJPqxXWpbsSWlKi4iMzMTFq2bMnChQutQ/IaNWpEaGgo8fHx1uPc3NyIiIjA3d2dffv2AZqgyp5UL65J9eK6VDdia0pUXITZbGbo0KHcd999fPPNN9Zt119/PatWreK///2v9ViTyUTTpk2pV68ehmHoW4gdqV5ck+rFdaluxNY0PNlF+Pj4EBMTQ2FhIRMnTiQiIoLOnTtz/fXXs2TJElatWsXu3bs5e/Ys77//PosWLeKdd96hYcOG+hZiR6oX16R6cV2qG7E1JSpOlJ+fT1FREV5eXgDUrVuXyMhIiouLeeqpp+jcuTPdunVj8ODBpKamsnHjRr799lvy8/NZuHChesTbierFNaleXJfqRuzKOX14Zf/+/UZkZKTRu3dv46OPPjKWL19u3VdUVGSMHz/eMJlMxsKFCw3DMIzS0lKjrKzMyMzMNPLy8pwV9jVP9eKaVC+uS3Uj9ubu7ESpNrJYLMyfP58dO3bg7e3NmTNnKCgooH79+vTo0YNx48bxwAMP0KBBA0aNGoW/vz+xsbEANGzY0MnRX7tUL65J9eK6VDfiCHr04wQmk4nw8HDKysoIDAzkuuuu491336W4uJjt27fz5ptv8t1331FYWEhubi4ffPABN910Ey1atHB26Nc01YtrUr24LtWNOIJaVJykUaNGPP3000yfPp3169fTrl07pk6dCsCmTZs4ceIEH3zwAcHBwWRmZhIUFOTkiGsH1YtrUr24LtWN2Jum0HeytLQ0pk+fzqZNm7jjjjt49tlnrftKS0uxWCzk5OQQHBzsxChrH9WLa1K9uC7VjdiLHv04mZ+fH9HR0Rw6dIjVq1dz8uRJevfuDVTM0ujp6UndunWdHGXto3pxTaoX16W6EXtRouICfH19iY6O5ueff2bt2rWkpKRw0003WWd1FOdQvbgm1YvrUt2IPehfj4to1KgRzz33HO3atWPDhg2cOnXK2SEJqhdXpXpxXaobsTX1UXExGRkZAISEhDg5ErmQ6sU1qV5cl+pGbEWJioiIiLgsPfoRERERl6VERURERFyWEhURERFxWUpURERExGUpURERERGXpURFREREXJYSFREREXFZSlRERETEZSlREREREZelREVERERclhIVERERcVn/HwxcBrAf+oaSAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 672.031x488.75 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 672.031x488.75 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mc = mpf.make_marketcolors(up='palegreen',down='c',\n",
    "                           edge='inherit',\n",
    "                           wick='black',\n",
    "                           volume='in',\n",
    "                           ohlc='i')\n",
    "s  = mpf.make_mpf_style(marketcolors=mc)\n",
    "\n",
    "mpf.plot(daily,**kwargs,style=s)\n",
    "\n",
    "mpf.plot(daily,**ohlckws,style=s)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "- To save time, if you want **all** marketcolors to inherit from up/down, simply say `inherit=True`\n",
    "\n",
    "\n",
    "- **Note that `inherit=True` will override all other specified colors**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 672.031x488.75 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 672.031x488.75 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mc = mpf.make_marketcolors(up='palegreen',down='c',inherit=True)\n",
    "s  = mpf.make_mpf_style(marketcolors=mc)\n",
    "\n",
    "mpf.plot(daily,**kwargs,style=s)\n",
    "\n",
    "mpf.plot(daily,**ohlckws,style=s)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "## Using 'base' styles:\n",
    "\n",
    "---\n",
    "\n",
    "- There are two kinds of 'base' or foundation styles that can be specified:\n",
    "  - `base_mpf_style` - base mplfinance style\n",
    "  - `base_mpl_style` - [base matplotlib style](https://matplotlib.org/gallery/style_sheets/style_sheets_reference.html).\n",
    "  \n",
    "\n",
    "- Specifying a 'base' style can make it easier to create your own mpf style by giving you something to start with, on top of which you can specify your own changes."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "## 'base' mplfinance styles:\n",
    "\n",
    "---\n",
    "\n",
    "- When creating either **marketcolors**, or an **mplfinance style**, it is possible to specify a **`base_mpf_style`**.\n",
    "\n",
    "### marketcolors:\n",
    "- When calling `mpf.make_marketcolors()`, specifying a `base_mpf_style` copies ***only*** the market colors from the 'base' style.\n",
    "\n",
    "  - You can then make specific changes to any of `up`, `down`, `edge`, `wick`, `ohlc`, or `volume` on top of the `base_mpf_style` **marketcolors**.\n",
    "\n",
    "### mplfinance style:\n",
    "- But, when calling `mpf.make_mpf_style()`, specifying a `base_mpf_style` copies ***all*** of the style attributes from the `base_mpf_style` (marketcolors, background, grid, etc).\n",
    "\n",
    "\n",
    "\n",
    "- For example, suppose I like style `nightclouds`, but I want to modify the `marketcolors` of that style to stand out more.  I can do the following:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 672.031x488.75 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 672.031x488.75 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# This is what `nightclouds` looks like un-modified:\n",
    "mpf.plot(daily,**kwargs,style='nightclouds',title='\\n`Nightclouds`')\n",
    "\n",
    "# Create my own `marketcolors` to use with the `nightclouds` style:\n",
    "mc = mpf.make_marketcolors(up='#00ff00',down='#ff00ff',inherit=True)\n",
    "\n",
    "# Create a new style based on `nightclouds` but with my own `marketcolors`:\n",
    "s  = mpf.make_mpf_style(base_mpf_style='nightclouds',marketcolors=mc)\n",
    "\n",
    "# Plot my new custom mpf style:\n",
    "mpf.plot(daily,**kwargs,style=s,title='`Nightclouds` \\nwith modified `marketcolors`')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "## matplotlib styles:\n",
    "\n",
    "- **When creating a mpf style,** it is also possible to specify a **`base_mpl_style`** \n",
    "  - NOTICE **mpl** (matplot**lib**) style, _not_ mpf like we used above.  **See [matplotlib Style sheets reference](https://matplotlib.org/gallery/style_sheets/style_sheets_reference.html).**\n",
    "  \n",
    "  \n",
    "- So for example, suppose I like the `marketcolors` from mpf style `nightclouds` but I want to put them on a plot with a style similar to matplotlib style `seaborn`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 672.031x488.75 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Take marketcolors from 'nightclouds'\n",
    "mc = mpf.make_marketcolors(base_mpf_style='nightclouds')\n",
    "\n",
    "# Create a style based on `seaborn` using those market colors:\n",
    "s  = mpf.make_mpf_style(base_mpl_style='seaborn',marketcolors=mc)\n",
    "\n",
    "# Plot my new custom mpf style:\n",
    "mpf.plot(daily,**kwargs,style=s,\n",
    "         title='`nightclouds` marketcolors\\non matplotlib style `seaborn`')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Notice however, in the plot above, the white marketcolors are difficult to see with the light `seaborn` background.  \n",
    "\n",
    "\n",
    "- **We can fix that by tweaking the market colors when we create them from `nightclouds`**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 672.031x488.75 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Take marketcolors from 'nightclouds', but make them easier to see on a light background:\n",
    "mc = mpf.make_marketcolors(base_mpf_style='nightclouds',\n",
    "                           edge='#505050',wick='#505050',volume='silver')\n",
    "\n",
    "# Create a style based on `seaborn` using those market colors:\n",
    "s  = mpf.make_mpf_style(base_mpl_style='seaborn',marketcolors=mc)\n",
    "\n",
    "# Plot my new custom mpf style:\n",
    "mpf.plot(daily,**kwargs,style=s,\n",
    "         title='modified `nightclouds` marketcolors\\non matplotlib style `seaborn`')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "### The following OPTIONAL keyword arguments are available to `mpf.make_mpf_style()`<br> for creating an **mplfinance style:**\n",
    "\n",
    "| kwarg | comments    |\n",
    "|:---- |:-------------- |\n",
    "| base_mpf_style | `str` name of an existing **mplfinance** style.<br>*applied* ***first.***  (i.e. all other kwargs, if specified, override any settings in here). |\n",
    "| base_mpl_style | `str` name of name an existing **matplotlib** style.<br>*applied* ***second.***  (i.e. all other kwargs, if specified, override any settings in here). |\n",
    "| ...            | The remaining kwargs are applied only ***after*** the above two, and so will override any settings in the above two kwargs.\n",
    "| marketcolors   | Output from `mpf.make_marketcolors()` |\n",
    "| mavcolors      | `list` of one or more matplotlib colors to cycle through for moving averages |\n",
    "| facecolor      | facecolor of the Axes\n",
    "| edgecolor      | edgecolor of the Axes\n",
    "| figcolor       | facecolor of the Figure (outside of the Axes)\n",
    "| gridcolor      | color of grid lines\n",
    "| gridstyle      | style of grid lines; possible values are:<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'-' or 'solid',<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'--' or 'dashed',<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'-.' or 'dashdot',<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;':' or 'dotted',<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;None or ' ' or '' (draw nothing)\n",
    "| gridaxis       | 'horizontal', 'vertical', or 'both'\n",
    "| y_on_right     | boolean (display **primary** y-axis labels and ticks on right)  |\n",
    "| rc             | `dict` of specific rcParams to modify. Note that the following kwargs also modify rcParams: facecolor, figcolor, gridcolor, gridstyle, gridaxis; If any of them are specified, and the same rcParam is also specified, then the kwarg takes precedence.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "### WARNING:\n",
    "- `mpf.make_marketcolors()` returns a `marketcolors` object, which can be used as input to the `marketcolors=` keyword argument of function `mpf.make_mpf_style()`\n",
    "\n",
    "\n",
    "- `mpf.make_mpf_style()` returns an `mpf_style` object that is used as input the the `style=` keyword argument of function `mpf.plot()`\n",
    "\n",
    "\n",
    "- You may have noticed that, at the present time, both the `marketcolors` object and the `mpf_style` object, are actually python `dict` objects, that are structured in a particular way that is expected and understood by the `mplfinance` code, **HOWEVER PLEASE NOTE:**\n",
    "  - There is *no* guarantee that the structure of these dicts will not change in future versions of the code.\n",
    "  - Nor is there any guarantee that these objects won't someday be an instance of some `class` that is specific to mplfinance.\n",
    "\n",
    "\n",
    "- **THEREFORE** it is strongly advised that you always call `make_marketcolors()` and `make_mpf_style()` and **do not** do any direct manipulating of the output from these functions.\n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
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  "language_info": {
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    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
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   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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